Nolan is a slave to story. He went full circle because he and his co-writers felt they needed to go there to properly cap off their tale.

Laziness does not even begin to come into the picture here.

I actually love that TDK is the odd one out in the trilogy. It sits in the middle as its own fully realized story, yet it has deep connections to the other films and is the turning point of the whole thing.